
In this section, we describe the proposed LDET scheme for open-world instance segmentation.
Given an instance segmentation model, we train the object detection loss on images with synthesized background, and the instance mask loss on real images.
Mask-RCNN [1]} serves as the base model. We describe details of the data generation process (Fig. REF ) and training scheme (Fig. REF ) below.
